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English(EN) OmniXRef: A Unified Framework for Multimodal Multi-Reference Video Editing

OmniXRef框架支持使用多样化参考进行多模态视频编辑

研究人员推出OmniXRef,一个专为多模态视频编辑设计的新型框架。该系统允许用户结合文本指令、图像外观和视频运动等各种参考,以精确控制视频属性。OmniXRef采用统一的输入设计,通过参考库接口和扩散Transformer模型来处理源视频以及来自大型语言模型的多模态上下文。为克服现有训练数据的局限性,利用合成管线和课程学习构建了新的数据集OmniXRef-Data,并开发了基准OmniXRef-Bench,用于系统评估基于视频的编辑控制。 AI

影响 该框架通过实现更直观、更灵活的编辑流程,有望增强视频制作中的创意控制力。

排序理由 该条目描述了一篇介绍用于视频编辑的新型框架和模型的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.CV 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

OmniXRef框架支持使用多样化参考进行多模态视频编辑

本文如何被排名

Signal score
7 / 100
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Tool
该条目描述了一篇介绍用于视频编辑的新型框架和模型的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
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Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
paper, product
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
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Story freshness
Same-day
Cluster formed today. Ranking reflects the current source set at time of score.

完整方法见我们的编辑标准。

报道来源 [1]

  1. arXiv cs.CV TIER_1 English(EN) · Xiaoyan Cong, Tianyu Wang, Hyeonho Jeong, Zhifei Zhang, Yuqian Zhou, Yijun Li, Shaoteng Liu, Zhe Lin, Srinath Sridhar, Soo Ye Kim ·

    OmniXRef:多模态多参考视频编辑的统一框架

    arXiv:2610.22744v1 Announce Type: new Abstract: Creative intent in video editing can be expressed through text instructions (e.g., "remove the people"), image references (e.g., subject appearance), video references (e.g., camera movement), or a combination of the above. We introd…